I have also fixed the issue from my end after tried a lot more attempts
If any one will face the same issue in your future development
so that they can also able to fix it quickly.
Create a method into specific model  : (cheque.cheque model) 


def get_invoice_details(self, invoice_ids,cheque):
    vals,container,result,val=[],[],[],1
    invoice_no=''
    for line in invoice_ids:
        desc=''
        if line.is_vendor:
            invoice_no=line.vendor_reference
        else:
            invoice_no=line.number

        pay_amt=line.payment_ids.filtered(lambda m: m.cheque_issued_id.id ==cheque.id).amount or 0.00
        for l in line.invoice_line_ids:
            desc+=str(l.product_id.default_code)+',' or ''
        vals.append({
            'date':str(line.date_invoice),
            'invoice_no':invoice_no,
            'inv_amt':str(line.amount_total),
            'description':desc,
            'pay_amt':float(pay_amt)
        })
        invoice_no=''
    for l in vals:
        if val<=len(vals):
            container.append(l)
        if val % 9 == 0:
            result.append({'section':9,'vals':container})
            container=[]
        val+=1
    if container:
        result.append({'section':4,'vals':container})
    return result


In this method I have set section key with its value into result of list for dictionary 
where we are using the same section to making the page break perfectly 

Call the same method and iterate it into Qweb Template

<t t-foreach="o.get_invoice_details(o.invoice_ids,o)" t-as="line" >
                <div class="page">
                    <div class="col-xs-12">
                                <table style="width:100%">
                                    <thead>
                                        <tr>
                                            <th>Invoice Date</th>
                                            <th>Invoice # </th>
                                            <th>Invoice Amt</th>
                                            <th>Description  </th>
                                            <th style="text-align:right">Payment Amt</th>
                                        </tr>
                                    </thead>
                                    <t t-foreach="line.get('vals')" t-as="inv">
                                    <tbody class="sale_tbody">
                                        <tr>
                                            <td>
                                                <span t-esc="inv.get('date')" />
                                            </td>
                                            <td>                                                
                                                <span t-esc="inv.get('invoice_no')" />
                                            </td>
                                            <td>
                                                <span t-esc="o.decimal_formated_amount(float(inv.get('inv_amt',0.00)))" />
                                            </td>

                                            <td>
                                                <span t-esc="inv.get('description')" />
                                            </td>
                                            <td style="text-align:right">
                                                <span t-esc="o.decimal_formated_amount2(float(inv.get('pay_amt',0.00)))" />                                             

                                       </td>
                                        </tr>               
                                    </tbody>
                                    </t>
                                </table>
                        </div>
                      <span t-if="line.get('section') % 9 == 0" style="page-break-after: always;">
                      </span>
                </div>

As per the business logic of get_invoice_details() method 
which is return the data in list form and then we can user the same and render it into the XML template.
Odoo will manage the page break automatically when the condition will satisfy over the XML template
system will automatically bifurcate the page according to source code.
I hope my answer may helpful for you :)